# Fine-grained classification on Cars (test) Source: [Fine-grained classification on Cars (test)]() Collection index: [llms.txt]() Data updated: 2026-06-08T07:11:17.077Z Evaluation of Fine-grained Classification performance on the test split of the Cars dataset, reporting Accuracy and Adversarial Accuracy. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Fine-grained classification | | Dataset (including any stated split) | Cars (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. - [Adversarial Accuracy](): Higher is better; unit: PERCENT. - [Robust Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SR-GNN | 96.1 | Not recorded | 68fa6d911e209131cea3ab16 | | SotA | 95.7 | Not recorded | 68fa6d911e209131cea3ab16 | | BYOL+CVSA | 87.13 | Not recorded | 68fa6da51e209131cea3b22a | | BYOL+DiLo | 86.46 | Not recorded | 68fa6da51e209131cea3b22a | | InsLoc | 86.38 | Not recorded | 68fa6da51e209131cea3b22a | | BYOL | 86.36 | Not recorded | 68fa6da51e209131cea3b22a | | MoCo.v2 | 86.08 | Not recorded | 68fa6da51e209131cea3b22a | | SimCLR | 85.93 | Not recorded | 68fa6da51e209131cea3b22a | | LooC\* | 85.9 | Not recorded | 68fa6da51e209131cea3b22a | | Rel-Loc | 85.8 | Not recorded | 68fa6da51e209131cea3b22a | | Rot-Pred | 85.74 | Not recorded | 68fa6da51e209131cea3b22a | | MoCo.v2 | 85.71 | Not recorded | 68fa6da51e209131cea3b22a | | BYOL | 85.49 | Not recorded | 68fa6da51e209131cea3b22a | | TAPT | 62.5 | Not recorded | 6a264c5690966ade919be7db | | MTA | 61 | Not recorded | 6a264c5690966ade919be7db | | R-TPT | 60.9 | Not recorded | 6a264c5690966ade919be7db | | CLIP | 58.8 | Not recorded | 6a264c5690966ade919be7db | | MAC | 58.4 | Not recorded | 6a264c5690966ade919be7db | | TPT | 57.5 | Not recorded | 6a264c5790966ade919be7e0 | | Ensemble | 56.1 | Not recorded | 6a264c5790966ade919be7e0 | | SS-TPT | 56 | Not recorded | 6a264c5790966ade919be7e0 | | CLIP | 55.8 | Not recorded | 6a264c5790966ade919be7e0 | | R-TPT | 53.5 | Not recorded | 6a264c5790966ade919be7e0 | | DOC | 52.9 | Not recorded | 6a264c5790966ade919be7e0 | | TTC | 52.8 | Not recorded | 6a264c5690966ade919be7db | | TTC | 52.6 | Not recorded | 6a264c5790966ade919be7e0 | ### SR-GNN Accuracy: 96.1. Result ID: 698faa903a6c314849faee8a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SotA Accuracy: 95.7. Result ID: 698faa903a6c314849faee89. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BYOL+CVSA Accuracy: 87.13. Result ID: 698fb3da3a6c314849fb3d73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"First-stage pre-training":"COCO","Second-stage pre-training":true,"Protocol":"fine-tuned evaluation"}. This record does not assert independent reproduction. ### BYOL+DiLo Accuracy: 86.46. Result ID: 698fb3da3a6c314849fb3d72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"First-stage pre-training":"COCO","Second-stage pre-training":true,"Protocol":"fine-tuned evaluation"}. This record does not assert independent reproduction. ### InsLoc Accuracy: 86.38. Result ID: 698fb3da3a6c314849fb3d6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"First-stage pre-training":"COCO","Second-stage pre-training":true,"Protocol":"fine-tuned evaluation"}. This record does not assert independent reproduction. ### BYOL Accuracy: 86.36. Result ID: 698fb3da3a6c314849fb3d70. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"First-stage pre-training":"COCO","Second-stage pre-training":false,"Protocol":"fine-tuned evaluation"}. This record does not assert independent reproduction. ### MoCo.v2 Accuracy: 86.08. Result ID: 698fb3da3a6c314849fb3d6c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"First-stage pre-training":"COCO","Second-stage pre-training":false,"Protocol":"fine-tuned evaluation"}. This record does not assert independent reproduction. ### SimCLR Accuracy: 85.93. Result ID: 698fb3da3a6c314849fb3d6b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"First-stage pre-training":"COCO","Second-stage pre-training":false,"Protocol":"fine-tuned evaluation"}. This record does not assert independent reproduction. ### LooC\* Accuracy: 85.9. Result ID: 698fb3da3a6c314849fb3d6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"First-stage pre-training":"COCO","Second-stage pre-training":true,"Protocol":"fine-tuned evaluation"}. This record does not assert independent reproduction. ### Rel-Loc Accuracy: 85.8. Result ID: 698fb3da3a6c314849fb3d69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"First-stage pre-training":"COCO","Second-stage pre-training":true,"Protocol":"fine-tuned evaluation"}. This record does not assert independent reproduction. ### Rot-Pred Accuracy: 85.74. Result ID: 698fb3da3a6c314849fb3d6a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"First-stage pre-training":"COCO","Second-stage pre-training":true,"Protocol":"fine-tuned evaluation"}. This record does not assert independent reproduction. ### MoCo.v2 Accuracy: 85.71. Result ID: 698fb3da3a6c314849fb3d6d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"First-stage pre-training":"COCO","Second-stage pre-training":true,"Protocol":"fine-tuned evaluation"}. This record does not assert independent reproduction. ### BYOL Accuracy: 85.49. Result ID: 698fb3da3a6c314849fb3d71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"First-stage pre-training":"COCO","Second-stage pre-training":true,"Protocol":"fine-tuned evaluation"}. This record does not assert independent reproduction. ### TAPT Accuracy: 62.5. Result ID: 6a266a01fbc373592c22aaaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Tuning-based","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### MTA Accuracy: 61. Result ID: 6a266a01fbc373592c22aab1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Tuning-free","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### R-TPT Accuracy: 60.9. Result ID: 6a266a01fbc373592c22aab0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Tuning-based","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### CLIP Accuracy: 58.8. Result ID: 6a266a01fbc373592c22aaae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Baseline","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### MAC Accuracy: 58.4. Result ID: 6a266a01fbc373592c22aab3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Tuning-free","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### TPT Accuracy: 57.5. Result ID: 6a266b10fbc373592c22b2fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Augmentation views":"15"}. This record does not assert independent reproduction. ### Ensemble Accuracy: 56.1. Result ID: 6a266b10fbc373592c22b2fb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Augmentation views":"15"}. This record does not assert independent reproduction. ### SS-TPT Accuracy: 56. Result ID: 6a266b10fbc373592c22b2ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Augmentation views":"15"}. This record does not assert independent reproduction. ### CLIP Accuracy: 55.8. Result ID: 6a266b10fbc373592c22b2f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### R-TPT Accuracy: 53.5. Result ID: 6a266b10fbc373592c22b2fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Augmentation views":"15"}. This record does not assert independent reproduction. ### DOC Accuracy: 52.9. Result ID: 6a266b10fbc373592c22b2fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Effective batch size":"1"}. This record does not assert independent reproduction. ### TTC Accuracy: 52.8. Result ID: 6a266a01fbc373592c22aab2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Tuning-free","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### TTC Accuracy: 52.6. Result ID: 6a266b10fbc373592c22b2fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Effective batch size":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.